Update benchmark results to Search-R1 v0.1 #417
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Pull request overview
This PR updates the Search-R1 documentation by replacing the placeholder "Evaluation" section with comprehensive benchmark results. The changes add concrete performance metrics comparing the original Search-R1 implementation against the Agent-Lightning version across multiple models and benchmarks.
Key Changes
- Renamed section from "Evaluation" to "Benchmark Results"
- Added description of seven diverse question-answering benchmarks (NQ, TriviaQA, PopQA, HotpotQA, 2WikiMultiHopQA, Musique, and Bamboogle)
- Introduced performance comparison table showing results for Llama-3.2-3B, Qwen2.5-3B-Instruct, and Qwen2.5-7B-Instruct models
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